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Text Clustering

Grouping a set of texts in such a way that objects in the same group (called a cluster) are more similar (in some sense) to each other than to those in other groups (clusters). (Source: Adapted from Wikipedia)

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 71–80 of 123 papers

Title	Date	Tasks	Status	Hype
An Empirical Survey of Unsupervised Text Representation Methods on Twitter Data	Dec 7, 2020	ClusteringText Clustering	—Unverified	0
Unsupervised Fine-tuning for Text Clustering	Dec 1, 2020	Clusteringtext-classification	—Unverified	0
Neural Text Classification by Jointly Learning to Cluster and Align	Nov 24, 2020	ClassificationClustering	—Unverified	0
Self-supervised Document Clustering Based on BERT with Data Augment	Nov 17, 2020	ClusteringContrastive Learning	—Unverified	0
Unification of HDP and LDA Models for Optimal Topic Clustering of Subject Specific Question Banks	Oct 4, 2020	ClusteringText Clustering	—Unverified	0
An Online Semantic-enhanced Dirichlet Model for Short Text Stream Clustering	Jul 1, 2020	ClusteringShort Text Clustering	—Unverified	0
Text Classification for Azerbaijani Language Using Machine Learning and Embedding	Dec 26, 2019	BIG-bench Machine LearningClassification	—Unverified	0
Attentive Representation Learning with Adversarial Training for Short Text Clustering	Dec 8, 2019	ClusteringInformation Retrieval	—Unverified	0
Discovering New Intents via Constrained Deep Adaptive Clustering with Cluster Refinement	Nov 20, 2019	ClusteringOpen Intent Discovery	CodeCode Available	0
Text Mining using Nonnegative Matrix Factorization and Latent Semantic Analysis	Nov 12, 2019	ClusteringMatrix Factorization / Decomposition	—Unverified	0

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All datasets MTEB 20 Newsgroups Urdu News Headlines Dataset

Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	ST5-XXL	V-Measure	43.71	—	Unverified
2	MPNet	V-Measure	43.69	—	Unverified
3	GTR-XXL	V-Measure	42.42	—	Unverified
4	MiniLM-L6	V-Measure	42.35	—	Unverified
5	ST5-XL	V-Measure	42.34	—	Unverified
6	MiniLM-L12	V-Measure	41.81	—	Unverified
7	ST5-Large	V-Measure	41.65	—	Unverified
8	GTR-Large	V-Measure	41.6	—	Unverified
9	GTR-XL	V-Measure	41.51	—	Unverified
10	Contriever	V-Measure	41.1	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	G-BAT	Accuracy	41.25	—	Unverified
2	BAT	Accuracy	35.66	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Vector Space Model	Related Headlines	85	—	Unverified